Logo ROOT  

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

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:145
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3802
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:992
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:531
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:570
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:639
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:519
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:492
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
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
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:49
TString
Basic string class.
Definition TString.h:137
TString::IsNull
Bool_t IsNull() const
Definition TString.h:423
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:1318
TTree
A TTree represents a columnar dataset.
Definition TTree.h:95
main
int main()
Definition main.cpp:18
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: 0.263 sec
: Elapsed time for training with 1000 events: 0.267 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00363 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: 0.000922 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00487 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: 0.000243 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00133 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 = 31494
: --------------------------------------------------------------
: 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 | 33055.7 31117.6 0.0103266 0.00103792 86126.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32561.2 30529.3 0.0103477 0.00101586 85728.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31828.3 29844.7 0.0104427 0.00102814 84974.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31075.8 29225.7 0.0104604 0.00102211 84760.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30335.3 28490.3 0.0104812 0.00108161 85110 0
: 6 Minimum Test error found - save the configuration
: 6 | 29547.9 27658.1 0.0103863 0.00104775 85666.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28891.4 27084.1 0.0102819 0.0010074 86258.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28452.7 26719.4 0.0101192 0.000981367 87548.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28105.2 26403.5 0.0108705 0.00103431 81332.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27788.8 26108.6 0.0102328 0.00100021 86649.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27490.1 25827.4 0.0105737 0.0010134 83679.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27203.7 25557.7 0.0103115 0.00104575 86339.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26926.2 25298.3 0.0103771 0.000988826 85213.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26658.4 25045.5 0.0103465 0.00105003 86054.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26398.8 24796.8 0.0101625 0.000992907 87244.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 26141.4 24556.9 0.0103886 0.00106554 85808.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25893.9 24318.6 0.0103176 0.0010007 85865.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25646.1 24088.5 0.0102152 0.000989587 86715.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25407.2 23859.7 0.010331 0.00102903 86002.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25170.1 23635.1 0.0103909 0.00102029 85373.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24935.9 23415.5 0.0105196 0.00105956 84565.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24709.5 23194.6 0.0103871 0.00103699 85560.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24480 22981.6 0.0103408 0.00105625 86165 0
: 24 Minimum Test error found - save the configuration
: 24 | 24259.5 22767.8 0.0105503 0.00104574 84170.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 24036.2 22561.3 0.0102505 0.00103538 86814.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23821.4 22354 0.0106185 0.00103259 83455.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23606.1 22150.4 0.0104334 0.0010146 84936.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23393.1 21950.9 0.0102427 0.00105679 87089.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23184.2 21752.9 0.0104149 0.00105986 85515.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22976.5 21558.3 0.0101789 0.00100965 87248.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22773.9 21363 0.010288 0.0010083 86209.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22569.5 21173.2 0.0102517 0.00100652 86531.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22370.5 20983.9 0.0102564 0.00101421 86560 0
: 34 Minimum Test error found - save the configuration
: 34 | 22173.5 20795.6 0.0102652 0.00100266 86369.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21976.2 20611.5 0.0103525 0.0010075 85606.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21783.4 20428.4 0.0102763 0.00100557 86293.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21592.3 20246.5 0.0103291 0.00100928 85838.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21402 20067.4 0.0102277 0.00100043 86699.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21215.6 19888.1 0.0104541 0.00103433 84927.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 21026.7 19713.8 0.0103943 0.00106673 85767.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20843.8 19536 0.0104445 0.00103545 85024.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20657.6 19362.6 0.0103525 0.00101466 85673.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20474.5 19192.2 0.0103713 0.00105141 85838.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20295.4 19024.2 0.0103848 0.00103569 85569.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20117 18858.3 0.0103772 0.00103384 85622.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 19944.2 18689.3 0.0103782 0.00103977 85667.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19769 18522.3 0.0106029 0.00104525 83702.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19593.6 18362.3 0.0104319 0.00103722 85154.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19421.6 18200.6 0.0103088 0.00101531 86082 0
: 50 Minimum Test error found - save the configuration
: 50 | 19256.8 18042.7 0.0102968 0.00101022 86145.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 19085.6 17883.7 0.0104372 0.00104591 85185.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18918.3 17722.2 0.0104168 0.00105053 85412.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18752.7 17570.5 0.010376 0.00103984 85688.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18588.6 17413 0.0104037 0.00103491 85390.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18425.2 17256.7 0.0104213 0.0010295 85180.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18264.5 17101.9 0.0104655 0.00103582 84838.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 18100.5 16954.6 0.0104839 0.00103585 84673.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17944.5 16796.5 0.0104372 0.00105351 85254.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17783.1 16644.1 0.0105371 0.0010486 84312.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17626.9 16499.3 0.0104824 0.00105979 84902.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17470.3 16348.2 0.0106227 0.00108069 83840.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17315.3 16201.5 0.0104318 0.00103268 85114.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17163.3 16055.5 0.0105259 0.00103526 84293.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17011.6 15906.5 0.0104512 0.00103411 84952.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16857.3 15763.2 0.0104672 0.0010523 84971.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16707.1 15621.9 0.0105153 0.00105329 84548.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16557 15479.3 0.0107429 0.00109567 82924.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16410.3 15340.5 0.0104945 0.00104254 84638.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16262.7 15202 0.0108365 0.00104206 81678.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16118.4 15062.9 0.0104746 0.0010339 84739.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15973 14928.1 0.0105139 0.00107676 84771.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15829.6 14794.6 0.0105028 0.00103314 84480.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15690.7 14658.7 0.0104046 0.00102839 85322.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15548.4 14527.1 0.0105498 0.00109398 84604.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15409.8 14395.4 0.0106264 0.00104675 83510.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15272.2 14265.6 0.0104968 0.00105409 84721.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15136.8 14134.9 0.0107636 0.00126089 84186.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 14999.5 14008.5 0.0108368 0.00105625 81794.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14865.1 13884.3 0.0106868 0.00103329 82871.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14733.9 13758 0.0105851 0.00104516 83857.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14602 13634.2 0.0118014 0.0010789 74609.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14471.5 13509.9 0.0105385 0.0010465 84281.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14340 13390.7 0.0104029 0.00102462 85303.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14213.7 13269.5 0.0104968 0.00104442 84634.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14086.9 13149.4 0.010452 0.00104662 85057.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13960.4 13030.8 0.0106804 0.00123755 84720.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13835.3 12914.2 0.0104744 0.00103613 84761.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13712.2 12796.4 0.010474 0.00104474 84842.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13589.6 12680.3 0.0104299 0.00103365 85139.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13467.3 12565 0.0104399 0.00102314 84955.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13345.9 12454.4 0.0104541 0.00103854 84965.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13228 12340.7 0.0105227 0.0010356 84325.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13108.9 12230.4 0.0105535 0.00104914 84171.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12991.7 12119.7 0.0104833 0.00103219 84646.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12874.5 12009.8 0.0104613 0.00105227 85024.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12760.2 11901.1 0.0104759 0.00103048 84697.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12644.1 11796 0.0104505 0.00105482 85145.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12531.9 11688.9 0.0105271 0.00103203 84253.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12419.7 11583.4 0.0105075 0.00102986 84409 0
: 100 Minimum Test error found - save the configuration
: 100 | 12306.1 11482.1 0.0106111 0.00105298 83698.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12198 11377.4 0.0104911 0.00104037 84649.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 12088.6 11273 0.0104809 0.00104406 84774.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11978.9 11171.7 0.0104647 0.00104548 84932.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11871.2 11073.5 0.010553 0.00104557 84144.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11766.4 10969.7 0.0105875 0.0010628 83991.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11658.2 10872.6 0.0107239 0.00105326 82724.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11553.3 10774.2 0.0105978 0.0010499 83788 0
: 108 Minimum Test error found - save the configuration
: 108 | 11451 10676.8 0.0104965 0.00103917 84590.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11346.6 10582.6 0.010517 0.00104086 84422.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11245.5 10485.9 0.0105074 0.00104319 84529.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11143.5 10391.2 0.0104922 0.00103445 84586.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11043.2 10296.3 0.0105489 0.00104808 84203.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10943.2 10205.2 0.0105828 0.0010701 84097.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10846.2 10111.7 0.010517 0.00103361 84358.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10747.8 10018.3 0.0106661 0.00106805 83350.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10650.3 9929.23 0.0107245 0.00114555 83516.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10553.9 9839.95 0.0106497 0.00105541 83383.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10459.5 9749.43 0.0105674 0.00104979 84054.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10364.7 9661.51 0.0105305 0.00104237 84315.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10271 9574.29 0.0106862 0.00104935 83014.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10178.4 9486.78 0.0105829 0.00104703 83893.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10087 9399.27 0.0105883 0.00106766 84027.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9994.04 9315.83 0.01066 0.00103664 83131.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9905.41 9230.57 0.0108856 0.00113143 82016.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9815.71 9146.31 0.0109174 0.00106208 81174.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9727.57 9061.15 0.011009 0.00109913 80727.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9637.89 8979.3 0.0106149 0.00105057 83644.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9550.64 8898.45 0.010566 0.00104934 84062.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9464.18 8817.71 0.0107607 0.00107771 82619.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9379.14 8736.45 0.0105955 0.0010507 83814.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9294.24 8657.24 0.0106238 0.0010426 83496.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9210.29 8577.27 0.0105873 0.00105262 83904.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9125.89 8499.02 0.0105039 0.00103605 84496.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9044.7 8420.04 0.0105426 0.00105692 84337.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8960.14 8346.54 0.0105954 0.00104033 83725.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8881.28 8267.92 0.0105134 0.00103534 84405.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8799.99 8191.58 0.0104833 0.00103127 84638.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8719.09 8117.38 0.0104522 0.00103227 84926.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8639.94 8043.56 0.0106427 0.0011255 84058.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8563.79 7967.85 0.0107089 0.00109336 83198.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8482.75 7897.93 0.0106471 0.00105692 83418.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8408.33 7822.23 0.0106441 0.00105453 83423.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8329.87 7752.23 0.0106122 0.00105598 83714.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8254.24 7682.24 0.0106023 0.001084 84048.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8179.4 7611.9 0.0109919 0.00111153 80968.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8105.75 7542.24 0.0106903 0.00107152 83170.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8030.96 7472.4 0.0106316 0.00105225 83512.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7958.95 7403.31 0.010656 0.0010762 83509.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7887.26 7332.93 0.0107093 0.00105887 82898.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7813.06 7266.21 0.0108891 0.00114831 82128.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7742.21 7201.1 0.0106429 0.00105427 83432.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7672.63 7133.6 0.0106386 0.00106827 83591.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7602.21 7068.02 0.0106967 0.00117652 84031.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7531.92 7003.79 0.0107863 0.00116371 83137.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7465.33 6938.07 0.0106526 0.00105383 83344.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7395.85 6874.09 0.0106239 0.00104576 83523.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 7327.83 6812.77 0.0106533 0.00106845 83464.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7261.66 6748.43 0.0107149 0.00107517 82989.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7194.34 6689.17 0.0109093 0.00114746 81951.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7130.52 6624.97 0.0107441 0.0010603 82612.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 7063.68 6564.51 0.0105877 0.00106303 83992.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6999.83 6504.6 0.0106335 0.0010758 83702.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6937.27 6441.74 0.0106777 0.00107543 83313.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6871.92 6382.15 0.0106414 0.00108023 83671.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6808.84 6325.72 0.0107593 0.00106778 82546.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6748.04 6264.9 0.0107089 0.00106475 82951.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6685.75 6206.26 0.0106231 0.00105453 83607.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6624.32 6150.09 0.0107234 0.00109854 83118 0
: 169 Minimum Test error found - save the configuration
: 169 | 6564.01 6091.55 0.0107492 0.00106792 82633.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6502.57 6037.26 0.0105446 0.00105616 84313.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6443.36 5980.9 0.0107845 0.00106755 82330 0
: 172 Minimum Test error found - save the configuration
: 172 | 6385.2 5925.41 0.0106517 0.00105179 83334 0
: 173 Minimum Test error found - save the configuration
: 173 | 6327.22 5868.29 0.0106351 0.00106811 83621.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6268.19 5814.72 0.0107997 0.00105634 82107.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6210.82 5759.36 0.0105831 0.00108482 84226 0
: 176 Minimum Test error found - save the configuration
: 176 | 6153.55 5706.31 0.0106134 0.00106908 83819.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 6097.31 5652.18 0.0105703 0.00104758 84010 0
: 178 Minimum Test error found - save the configuration
: 178 | 6040.27 5601.61 0.0107981 0.00106999 82236.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5985.49 5549.35 0.0106999 0.00105161 82916.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5930.93 5497.5 0.0106056 0.00104102 83642.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5876.01 5445.86 0.0106381 0.00105298 83462.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5822.39 5394.8 0.0106273 0.00107059 83710.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5768.44 5344.23 0.010961 0.00108008 80963.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5714.79 5296.16 0.0109624 0.00106571 80835.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5662.49 5247.64 0.0107626 0.00106261 82474.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5611.31 5196.95 0.010683 0.00106747 83198.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5558.88 5147.94 0.0106747 0.00105724 83182.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5507.5 5101.08 0.0106642 0.00108068 83476.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5456.57 5054.41 0.0106343 0.00106062 83562.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5406.94 5007.04 0.0105689 0.00104814 84027.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5356.84 4960.52 0.0106198 0.00106552 83731.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5307.61 4913.68 0.0117802 0.00160086 78590.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5258.54 4868.53 0.011082 0.00108904 80056.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5210.64 4823.35 0.0106267 0.00105847 83610.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5162.38 4778.78 0.0105921 0.00106186 83943.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5114.92 4732.23 0.0106439 0.00107153 83573.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5066.5 4690.32 0.0107432 0.00118253 83676 0
: 198 Minimum Test error found - save the configuration
: 198 | 5021.25 4646.45 0.0109696 0.00107693 80867.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4975.32 4602.2 0.0107343 0.00107693 82838.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4928.43 4559 0.0106421 0.00105059 83406.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4883.47 4516.78 0.0106459 0.00105993 83455.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4837.86 4475.04 0.0107168 0.00110284 83212.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4794.89 4432.32 0.0107702 0.00113751 83050.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4749.37 4391.65 0.0107396 0.00107302 82759.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4705.49 4351.48 0.0106531 0.0010803 83570.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4662.57 4311.87 0.0106691 0.00107444 83379.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4620.39 4269.81 0.0107032 0.00106413 82995.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4576.9 4230.71 0.0105975 0.00104329 83732.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4535.07 4190.86 0.0106116 0.00106379 83788.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4493.56 4152.32 0.0106465 0.00105714 83425.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4452.36 4113.29 0.0106645 0.00108157 83481.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4411.4 4076.17 0.0107088 0.00108472 83124.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4370.65 4037.13 0.0106295 0.00106107 83608.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4330.59 3999.55 0.0106352 0.00105683 83521.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4291.38 3962.26 0.0107068 0.00110339 83303.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4251.2 3925.28 0.0105852 0.00105353 83930.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4212.31 3889.69 0.010835 0.00109547 82139.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4173.85 3853.13 0.0108528 0.00106797 81759.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4136.22 3816.43 0.0106746 0.00106256 83229.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4097.4 3781.5 0.0107052 0.00106159 82956.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4060.61 3747.03 0.0106868 0.0010695 83183.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4023.13 3712.35 0.0106658 0.00108744 83522 0
: 223 Minimum Test error found - save the configuration
: 223 | 3987.36 3675.53 0.0108656 0.00108053 81757 0
: 224 Minimum Test error found - save the configuration
: 224 | 3949.23 3641.98 0.0108537 0.00114675 82414.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3914.4 3607.78 0.0109035 0.00106796 81337.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3878.53 3574.56 0.0107197 0.00109657 83132.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3843.39 3540.13 0.0109867 0.00106629 80641.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3807.03 3508.69 0.0107299 0.00118023 83772.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3773.72 3474.88 0.0115508 0.00109259 76494.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3738.24 3443.26 0.0106227 0.00107089 83754 0
: 231 Minimum Test error found - save the configuration
: 231 | 3704.73 3412.14 0.0108699 0.00107162 81646.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3670.8 3380.62 0.0106914 0.00106064 83067.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3638.2 3349.15 0.0105834 0.00104436 83866.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3604.36 3317.97 0.010576 0.00105417 84017.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3571.91 3287.06 0.0105784 0.00104411 83907.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3539.75 3255.52 0.0107121 0.00106586 82934 0
: 237 Minimum Test error found - save the configuration
: 237 | 3507.58 3225.44 0.0105559 0.00104512 84115.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3475.32 3195.74 0.0106588 0.00118858 84474.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3443.66 3166.63 0.0109522 0.00106221 80890 0
: 240 Minimum Test error found - save the configuration
: 240 | 3412.68 3136.88 0.0105901 0.00104662 83826.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3381.22 3108.16 0.010758 0.00108282 82686.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3351.4 3078.21 0.0108945 0.00107147 81441.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3320.79 3049.98 0.0107681 0.00107255 82512.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3290.61 3021.32 0.0106146 0.00105706 83703.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3260.29 2994.5 0.0105599 0.00106115 84221.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3231.14 2965.46 0.0105458 0.00104495 84203.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3201.81 2937.95 0.0105849 0.00107313 84106.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3172.22 2911.46 0.0105609 0.00104386 84060 0
: 249 Minimum Test error found - save the configuration
: 249 | 3144.36 2883.79 0.0106302 0.00105652 83562.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3115.81 2856.81 0.0105783 0.00104503 83916.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3086.66 2830.52 0.010869 0.00107948 81720.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3059.06 2804.11 0.0106479 0.00106135 83450.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3031.37 2778.61 0.0105827 0.00105685 83981.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 3003.49 2753.27 0.0105661 0.00105348 84098.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2976.81 2727.87 0.0105478 0.00104029 84143.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2949.93 2701.91 0.0107199 0.00105526 82775.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2922.71 2677.17 0.0105696 0.00105379 84070.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2896.86 2651.4 0.0106522 0.00106822 83472.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2870.14 2627.08 0.0105751 0.00104995 83988 0
: 260 Minimum Test error found - save the configuration
: 260 | 2844.08 2603.02 0.0107248 0.00107585 82910.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2818.47 2579.81 0.0105844 0.001047 83880.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2793.17 2555.95 0.0107827 0.00105679 82254.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2767.58 2533.22 0.0105992 0.00104691 83749.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2743.21 2508.58 0.0107024 0.00119426 84138.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2717.62 2485.98 0.0108222 0.00106825 82017.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2693.57 2462.83 0.0105756 0.00104819 83968.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2668.99 2440.04 0.0105814 0.00105347 83964 0
: 268 Minimum Test error found - save the configuration
: 268 | 2644.99 2416.97 0.0105858 0.00104695 83867.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2620.98 2395.88 0.0106947 0.00111738 83530.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2597.5 2373.56 0.0106515 0.00108275 83605.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2573.27 2351.87 0.0105843 0.00105193 83924.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2550.46 2330.01 0.0105809 0.00105027 83939.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2527.47 2308.3 0.0106116 0.00104798 83650.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2504.49 2287.36 0.0105984 0.00105402 83818.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2481.88 2265.81 0.0107033 0.00115667 83798.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2458.85 2245.28 0.010593 0.00105194 83848.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2436.83 2224.97 0.0105953 0.00104597 83775.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2414.98 2204.05 0.0106024 0.00105067 83754.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2392.77 2184.15 0.0107262 0.00106229 82782.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2370.55 2164.49 0.0106383 0.00107609 83662.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2349.8 2144.41 0.0107592 0.00106001 82481.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2327.55 2124.86 0.0106146 0.00105231 83661.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2306.89 2104.99 0.0105729 0.00104354 83951.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2285.66 2086.19 0.0106042 0.00105232 83753 0
: 285 Minimum Test error found - save the configuration
: 285 | 2264.72 2067.01 0.0106223 0.00104635 83542.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2244.19 2048.14 0.0105713 0.00105223 84042 0
: 287 Minimum Test error found - save the configuration
: 287 | 2223.41 2029.27 0.0105884 0.00104678 83843.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2202.93 2010.6 0.0106813 0.00105835 83135 0
: 289 Minimum Test error found - save the configuration
: 289 | 2182.92 1992.29 0.0105957 0.00103971 83717 0
: 290 Minimum Test error found - save the configuration
: 290 | 2162.89 1973.41 0.0106067 0.00106777 83867 0
: 291 Minimum Test error found - save the configuration
: 291 | 2142.56 1956.35 0.0106207 0.00106234 83696.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2123.82 1937.78 0.0105712 0.00104282 83959.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2103.38 1920.59 0.0124016 0.00175855 75166.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2084.49 1902.42 0.0120915 0.00117954 73313.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2065.15 1885.46 0.0109895 0.00111405 81008.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2045.75 1869.01 0.0124693 0.00107528 70212 0
: 297 Minimum Test error found - save the configuration
: 297 | 2027.29 1851.08 0.0113185 0.0012291 79291.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 2008.54 1833.52 0.0121051 0.00107857 72552.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1989.74 1816.49 0.0107255 0.00108423 82976.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1971.03 1800.22 0.0108005 0.0010492 82040.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1953.04 1784.2 0.0106484 0.00104797 83329.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1934.57 1767.86 0.0106039 0.00105828 83807.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1916.82 1751.92 0.0105521 0.00103276 84039.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1899.02 1736.39 0.0106819 0.00103731 82948.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1881.16 1719.88 0.0106246 0.00106178 83657.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1863.65 1703.78 0.0106723 0.0010697 83311 0
: 307 Minimum Test error found - save the configuration
: 307 | 1846.35 1688.18 0.0107305 0.00105942 82721.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1828.41 1673.36 0.0106567 0.00108782 83604.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1811.72 1657.81 0.0107464 0.00114986 83363.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1794.95 1642.37 0.0107852 0.00104578 82140.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1778.02 1627.55 0.0108188 0.00104536 81854.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1760.59 1613.23 0.0106135 0.00104098 83572.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1744.7 1598.57 0.0106692 0.00105427 83204.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1728.38 1583.71 0.0107445 0.00108406 82812 0
: 315 Minimum Test error found - save the configuration
: 315 | 1711.67 1568.83 0.0107104 0.00105033 82815.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1695.38 1554.63 0.0106031 0.00103901 83646.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1679.64 1540.69 0.010999 0.00106489 80530.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1663.54 1526.61 0.0107925 0.00108191 82384 0
: 319 Minimum Test error found - save the configuration
: 319 | 1648.13 1512.48 0.0107459 0.00107049 82684 0
: 320 Minimum Test error found - save the configuration
: 320 | 1632.2 1498.35 0.01095 0.0010455 80771 0
: 321 Minimum Test error found - save the configuration
: 321 | 1616.74 1485.1 0.0105914 0.00104442 83796.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1600.97 1471.57 0.0106846 0.0010512 83044.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1585.82 1458 0.0105315 0.00104868 84362.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1570.82 1444.55 0.0106399 0.00104962 83418 0
: 325 Minimum Test error found - save the configuration
: 325 | 1556.22 1430.86 0.0105105 0.00102766 84362.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1540.83 1418.04 0.010632 0.00103443 83354.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1526.34 1405.41 0.0107478 0.00104949 82488.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1511.55 1392.89 0.0106543 0.00106344 83412.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1497.48 1379.27 0.0106292 0.00104349 83457.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1482.75 1366.72 0.0105821 0.00105958 84011.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1468.59 1354.47 0.0105257 0.00103837 84323.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1454.72 1341.86 0.010615 0.00105487 83680.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1440.73 1329.08 0.0106624 0.00106382 83345.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1426.55 1317 0.010589 0.00105751 83932 0
: 335 Minimum Test error found - save the configuration
: 335 | 1412.72 1305.39 0.0112996 0.00106176 78141.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1399.77 1293.35 0.0108533 0.00108744 81918 0
: 337 Minimum Test error found - save the configuration
: 337 | 1386.21 1280.6 0.0108525 0.0011033 82058.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1372.43 1269.13 0.0108577 0.00107604 81785.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1359.51 1257.84 0.0109432 0.00108484 81149.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1346.63 1245.58 0.0107354 0.00110119 83037.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1333.21 1234.99 0.0111118 0.00108816 79811.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1320.75 1222.76 0.0108306 0.00107446 81999.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1307.7 1211.94 0.0106842 0.00107996 83296.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1295.14 1200.63 0.01069 0.00103982 82899.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1282.63 1189.87 0.0106713 0.00104625 83116.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1270.57 1178.43 0.0107109 0.0010411 82732.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1257.97 1167.22 0.0106413 0.00105988 83495.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1245.69 1156.63 0.0107525 0.00107476 82663.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1234.33 1145.78 0.0106662 0.00103907 83098.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1222.15 1135.21 0.0105844 0.00103557 83780 0
: 351 Minimum Test error found - save the configuration
: 351 | 1210.15 1123.86 0.0105777 0.00105328 83994.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1198.62 1113.42 0.010752 0.00114557 83277.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1186.54 1103.29 0.0107817 0.00105039 82208.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1175.63 1092.23 0.0106544 0.00106348 83412.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1163.78 1082.14 0.0106824 0.00104679 83025.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1153.2 1071.23 0.0105325 0.00103112 84198.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1141.05 1061.25 0.0109314 0.00121404 82326.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1130.33 1051.41 0.0109011 0.00108408 81491.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1119.38 1041.46 0.0105311 0.00103767 84268.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1108.62 1032.18 0.0106428 0.00104096 83317.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1097.74 1021.99 0.0106673 0.00105436 83221.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1087.28 1012.26 0.0108635 0.00112752 82169.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1076.23 1002.37 0.0111105 0.00121078 80810.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1065.87 992.929 0.011111 0.00104243 79455.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1055.72 982.961 0.010566 0.00103579 83943.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1044.88 974.397 0.0105536 0.00103852 84077.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1035.25 964.538 0.0106005 0.00105886 83843 0
: 368 Minimum Test error found - save the configuration
: 368 | 1024.64 955.527 0.0105649 0.00104471 84031.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1015.25 946.5 0.0105881 0.00104328 83815.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 1005.23 937.625 0.0105835 0.00104021 83828.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 995.487 928.134 0.0106267 0.00104925 83529.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 985.457 918.784 0.0107669 0.00106606 82466.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 975.442 910.715 0.0107953 0.00104721 82067.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 966.542 901.29 0.0106105 0.00105287 83702.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 956.627 893.016 0.0107613 0.00104831 82363.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 947.182 885.099 0.0106565 0.00106104 83372.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 938.102 875.961 0.0105546 0.00103783 84061.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 928.831 867.796 0.0107186 0.00111364 83290.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 919.588 859.102 0.0108376 0.00111396 82273.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 910.821 850.544 0.0108577 0.0010865 81873.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 901.691 842.473 0.0108897 0.00108285 81575.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 892.794 833.796 0.0106139 0.00105475 83689.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 883.94 826.359 0.0107605 0.00104717 82360.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 875.134 817.848 0.0107214 0.0010541 82753.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 866.795 809.3 0.0107065 0.00107029 83020 0
: 386 Minimum Test error found - save the configuration
: 386 | 858.018 801.776 0.0108961 0.00106866 81404.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 849.265 793.837 0.0108055 0.00104714 81981.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 840.897 786.515 0.0107698 0.00105587 82356.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 832.72 778.714 0.0107667 0.00105249 82353.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 824.275 770.975 0.010945 0.00112846 81495.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 816.058 763.4 0.0109948 0.00109214 80786.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 807.955 755.625 0.0109273 0.00107761 81221 0
: 393 Minimum Test error found - save the configuration
: 393 | 799.912 748.173 0.0106971 0.0010494 82921.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 791.751 740.895 0.0106744 0.00104756 83100.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 784.116 734.209 0.010708 0.00106054 82923.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 776.45 726.552 0.0106722 0.0010685 83301.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 768.487 719.123 0.0108794 0.00110242 81824.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 760.766 711.824 0.0107614 0.00109493 82760.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 753.22 704.585 0.0107549 0.00105923 82511.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 745.383 697.769 0.0106943 0.0010426 82886.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 737.872 690.754 0.0107882 0.00104577 82115.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.552 683.705 0.0109221 0.00106579 81166.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 723.376 676.718 0.0106427 0.00104301 83336 0
: 404 Minimum Test error found - save the configuration
: 404 | 715.946 669.871 0.0110458 0.00109671 80409.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 708.92 662.935 0.0106717 0.00108867 83480.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 701.487 656.657 0.0107025 0.00107977 83136.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 694.665 649.578 0.0106523 0.00104336 83255.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 687.412 643.194 0.0106081 0.00103998 83610.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 680.619 636.459 0.0106906 0.00106637 83123.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 673.962 631.202 0.0107418 0.0011453 83363.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 666.878 623.627 0.0107271 0.00107221 82859.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 660.31 617.059 0.0110689 0.00116173 80749.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 653.273 611.49 0.0106 0.00103934 83676 0
: 414 Minimum Test error found - save the configuration
: 414 | 646.763 604.582 0.0105784 0.00104672 83930.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 640.098 598.359 0.0106666 0.00108684 83509 0
: 416 Minimum Test error found - save the configuration
: 416 | 633.826 591.898 0.0106575 0.00106926 83435.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 626.97 586.121 0.0106434 0.00105065 83396.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 620.698 579.666 0.0107423 0.00106687 82683.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.283 574.066 0.0106883 0.00107234 83195 0
: 420 Minimum Test error found - save the configuration
: 420 | 607.925 568.179 0.0106382 0.00106003 83523.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.188 562.302 0.0106297 0.00104654 83479.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 595.849 556.839 0.0109671 0.00133603 83064.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 589.601 550.319 0.0106703 0.00105289 83182.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 583.518 544.708 0.0106817 0.00106512 83190 0
: 425 Minimum Test error found - save the configuration
: 425 | 577.405 538.792 0.0106216 0.0010616 83682.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 571.174 533.359 0.0105902 0.00104392 83802.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 565.955 527.414 0.0111192 0.00152163 83354.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 559.465 522.422 0.010937 0.00105872 80985.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.187 516.343 0.0108667 0.00112679 82136.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.331 511.191 0.0109237 0.00107558 81234.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 542.538 505.505 0.0108488 0.00106939 81804.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 536.988 500.353 0.0107402 0.00109696 82959.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.354 494.838 0.0105984 0.00107805 84030.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 525.799 489.675 0.0106668 0.00106647 83330.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 520.424 484.241 0.0108026 0.00111525 82581.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.063 479.058 0.0109289 0.00109812 81376.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 509.659 473.976 0.0111051 0.00108801 79863.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.423 469.065 0.0110667 0.00108495 80146.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 498.903 464.161 0.0109727 0.00107839 80854.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 493.882 459.338 0.0105657 0.00103843 83969.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 488.906 454.056 0.0107259 0.00105494 82721.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.602 449.054 0.010593 0.00104683 83803.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 478.736 444.069 0.0106085 0.00103718 83582.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 473.792 440.5 0.010623 0.00107156 83756.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 468.83 435.045 0.0106069 0.00103592 83585.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.886 430.522 0.0106623 0.00104236 83161 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.2 426.021 0.010553 0.00103249 84029.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 454.136 421.24 0.0105357 0.00105207 84355.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.481 416.574 0.0106283 0.00104126 83446.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 444.991 411.724 0.0115262 0.0015525 80211.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.226 407.943 0.011546 0.00175465 81705.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.5 402.746 0.0105983 0.0010483 83769.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 430.841 398.02 0.0105406 0.00104281 84230.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.198 394.021 0.0105658 0.00104156 83996.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 421.766 389.311 0.0105887 0.00104387 83815 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.375 385.057 0.0106167 0.00105813 83694.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 412.804 381.334 0.0106441 0.0010709 83566.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 408.43 377.274 0.0106333 0.00107111 83662.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.41 373.387 0.0115486 0.00108359 76445.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 399.965 368.481 0.0106862 0.00106227 83126 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.809 364.694 0.0106859 0.00104655 82993.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.524 360.819 0.0106652 0.00105812 83271.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 387.663 356.643 0.0106418 0.00105806 83474.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.434 352.293 0.010655 0.00106278 83400.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.333 349.051 0.010602 0.00103468 83617.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.416 345.507 0.0105694 0.00103486 83905.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.591 340.828 0.0106399 0.00103916 83327.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.193 337.194 0.0106732 0.00113146 83842.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 363.4 333.216 0.0106903 0.00104868 82974 0
: 470 Minimum Test error found - save the configuration
: 470 | 359.668 329.981 0.0106538 0.00106204 83404.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.984 326.184 0.0107536 0.00106116 82538.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 351.694 322.621 0.0105417 0.00103109 84116.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.162 319.239 0.0105592 0.00104885 84118.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.628 315.621 0.0107375 0.00111931 83176 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.6 311.034 0.0106591 0.00104221 83187.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 336.921 307.588 0.0107483 0.00103675 82376.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.265 304.482 0.010757 0.00107881 82659.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.02 301.849 0.0107637 0.00104618 82325.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.377 297.361 0.0105973 0.00104013 83706.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.765 294.214 0.0107371 0.00106628 82723.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.357 291.214 0.0106845 0.00107258 83229.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.946 287.432 0.0107863 0.00103572 82046.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.189 284.188 0.0108301 0.00106469 81922.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.951 280.999 0.0107789 0.00105624 82282.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.814 277.323 0.0106647 0.00105331 83235 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.105 274.418 0.0106835 0.00109301 83416.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.065 271.648 0.0106664 0.00107865 83439.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.754 268.474 0.010746 0.00108199 82781.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.552 264.858 0.010604 0.0010331 83586.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.331 262.178 0.0106434 0.00104134 83315.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.617 259.217 0.0108185 0.00105568 81943.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.344 256.418 0.0106812 0.00107238 83256.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.117 253.188 0.0106444 0.00103696 83268.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.923 250.077 0.0107313 0.00104003 82548.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.842 247.302 0.010548 0.00103377 84084.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.884 243.989 0.0104977 0.00102708 84471.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.736 241.58 0.0106768 0.00103254 82950.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.028 238.588 0.0105643 0.00102709 83882.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.23 235.701 0.010521 0.0010349 84333.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.146 233.591 0.0105186 0.00102871 84300.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.36 230.355 0.0105014 0.00103378 84498.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.849 227.512 0.0105564 0.00103142 83989.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.765 225.358 0.0105433 0.00103389 84127 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.428 222.039 0.0105351 0.00104283 84279.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.291 219.851 0.0105076 0.00102982 84407.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.826 216.727 0.0106277 0.00105606 83580.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.83 214.345 0.0107346 0.00122564 84131.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.241 212.077 0.0106671 0.0010476 83164.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.717 209.417 0.0105634 0.00104033 84006.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.072 207.053 0.0105723 0.00103834 83910.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.495 204.379 0.0105491 0.00103382 84074.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.069 202.357 0.0105323 0.00106172 84471.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.351 199.941 0.0106867 0.00122193 84523.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.172 197.267 0.0104938 0.00103938 84616.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.407 195.183 0.0104923 0.0010303 84549.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.238 192.93 0.0105241 0.0010341 84299.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.562 190.498 0.0105528 0.00104093 84105.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.315 188.081 0.0105378 0.00103747 84207.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.009 185.943 0.010509 0.00103169 84412.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.866 183.979 0.0105171 0.00102853 84311.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.74 181.581 0.0104902 0.00102757 84543.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.073 180.732 0.0105347 0.00104647 84314.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.124 178.122 0.0105422 0.00104333 84220.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.004 175.381 0.0105602 0.00103869 84019.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.455 173.165 0.0105141 0.00103394 84386.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.357 171.21 0.0107336 0.00104837 82599.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.056 169.465 0.010908 0.00105931 81229.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.767 167.014 0.0110277 0.00104306 80122.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.839 165.515 0.0110883 0.00112986 80334.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.651 162.864 0.0105852 0.0010341 83759.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.766 162.054 0.0108166 0.00104419 81862.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.697 159.379 0.0105698 0.00105426 84073.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.397 157.253 0.0106645 0.0010393 83114.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.573 155.389 0.0107327 0.00104645 82591.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.331 153.341 0.010579 0.00103473 83820.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.185 151.575 0.0105928 0.00103791 83726.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.298 149.7 0.0106567 0.00103412 83137.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.375 147.902 0.0107611 0.0010864 82690.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.343 146.187 0.01082 0.00111043 82393 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.462 144.447 0.0107926 0.00104483 82069.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.452 142.819 0.0106158 0.00107007 83807.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.939 141.664 0.0105545 0.00103555 84043.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.844 139.408 0.0105342 0.00102889 84163.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.048 137.711 0.0109535 0.00107231 80961.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.175 136.139 0.0105869 0.00103908 83788.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.323 134.628 0.0105501 0.0010329 84058 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.897 132.979 0.0106048 0.00104 83640 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.811 131.739 0.0106706 0.00108252 83437 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.057 129.972 0.0106001 0.00105996 83856.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.092 128.4 0.0107285 0.00105742 82720.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.638 127.037 0.0106092 0.00105978 83774.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.02 125.281 0.0107191 0.00121361 84162 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.224 123.544 0.0106066 0.00104163 83638.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.651 122.71 0.0106222 0.00103907 83480.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.937 120.767 0.0106456 0.0011196 83980.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.2 120.161 0.0105408 0.00103151 84128 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.63 118.043 0.0105146 0.00103114 84357 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.955 116.764 0.0105538 0.00102937 83994.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.329 115.433 0.0106621 0.00103859 83130 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.906 113.523 0.0106287 0.00105614 83572 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.271 112.285 0.0106265 0.00105759 83604.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.771 111.169 0.0106281 0.00104132 83448.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.315 110.433 0.0106273 0.00104785 83512.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.872 108.379 0.0105972 0.00103492 83662 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.245 107.199 0.0106626 0.00103604 83103.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.891 105.771 0.0106135 0.00104421 83600.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.305 104.253 0.010545 0.00107025 84435.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.817 103.197 0.0105885 0.00107322 84075.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.463 102.05 0.0106127 0.00106414 83782.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.199 100.644 0.0105459 0.00103031 84072.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.954 99.1463 0.0106281 0.00105966 83608.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.514 98.2023 0.0107473 0.00105683 82554.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.096 96.9208 0.0107484 0.00104568 82451.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.651 95.9765 0.0105641 0.00105777 84154.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.438 94.6027 0.0105283 0.00103196 84243.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.307 93.4085 0.0105002 0.00103288 84501.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.757 91.9599 0.0105447 0.00103483 84123.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.469 90.6506 0.0106571 0.001042 83202.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.241 89.8582 0.0105627 0.00104408 84046 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.922 88.5085 0.010631 0.00107174 83688.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.66 87.5366 0.010561 0.00104997 84112.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.825 86.2222 0.0105478 0.00103824 84126 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.4212 85.0434 0.0105294 0.00103049 84220.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.2092 84.4503 0.0105338 0.00103302 84203.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.1561 83.1981 0.0105151 0.0010344 84382.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.0318 81.6845 0.013883 0.00110005 62583.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.781 80.9305 0.0108359 0.0010649 81874.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.6787 80.0587 0.0106411 0.00105322 83438.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.9629 79.2852 0.0125329 0.00109798 69961.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.7897 77.7883 0.010772 0.00108269 82565.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.3381 77.3737 0.0116247 0.00108929 75934.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.4907 75.9251 0.0108899 0.00106461 81422.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.383 74.8289 0.0107266 0.00106167 82773.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.1338 73.8133 0.0106837 0.00107037 83217.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.0427 72.9216 0.0107151 0.00106468 82897.6 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.1645 71.9315 0.0107751 0.00105177 82275.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.1674 70.8341 0.0106445 0.00103623 83261.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.9959 70.0636 0.0106912 0.00104807 82960.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.0267 69.385 0.0106533 0.00105032 83307.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.2733 68.1537 0.0106883 0.00104445 82954.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.3132 67.7474 0.0105703 0.00103657 83913 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.4046 66.4641 0.0106574 0.00104994 83268.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.5687 65.601 0.0106452 0.0010483 83360.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.4925 64.8945 0.0108011 0.00106554 82173.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.4668 63.9797 0.0108317 0.00109636 82174.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.6203 62.9784 0.0107666 0.00111927 82924.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.8061 62.5124 0.0106634 0.00103941 83125.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.9184 61.1435 0.010593 0.00103893 83734.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.9604 60.5688 0.0105557 0.00105136 84171.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.1043 59.8486 0.0108075 0.00105265 82010.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.2309 59.1173 0.0105993 0.00103797 83670.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.5032 58.6837 0.0105559 0.00106739 84312.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6226 57.1878 0.0109851 0.00114457 81296.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.9375 56.6419 0.012992 0.00128682 68345.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.1592 56.1342 0.0142444 0.00142366 62399 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.2882 55.0444 0.0132447 0.00136419 67336.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.4075 54.4249 0.0129261 0.00127452 68660 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.8841 53.6819 0.0130864 0.00129942 67871.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.8409 53.0735 0.0117833 0.00105748 74586.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.1915 52.4176 0.0105643 0.00105013 84085.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3483 51.666 0.0105165 0.00103502 84374.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.4914 51.572 0.010539 0.00103062 84136 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.957 50.5233 0.0107018 0.0010418 82815.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.1511 49.7607 0.0106915 0.00104754 82953.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.3878 48.7525 0.0109392 0.00110023 81309.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.7634 48.4192 0.0106452 0.00103808 83271.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.0598 47.3135 0.0107163 0.00107494 82975.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.0879 46.7861 0.0106175 0.00104063 83534.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.3709 46.3601 0.0106012 0.00104571 83721.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.7535 45.5313 0.0106321 0.00105353 83519.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.2847 45.1799 0.0106198 0.00104076 83516.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.5182 44.3652 0.0105208 0.00102798 84274 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.764 43.8127 0.0104689 0.00102679 84727 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.3644 43.2346 0.0105179 0.00104488 84450.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.6478 42.3963 0.0105205 0.00103747 84361.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.9307 41.8787 0.0109808 0.00105283 80580.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.3777 41.0587 0.0107143 0.00106712 82925.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4883 40.6106 0.0105902 0.00103948 83763.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.04 40.4983 0.0107266 0.00108352 82961.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.3611 39.7613 0.0105893 0.00104997 83863.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.5744 39.1322 0.0105313 0.00102835 84184.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.1291 38.6786 0.0106199 0.00103948 83503.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.5601 38.2653 0.0105821 0.00105651 83984.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.1157 38.0804 0.010556 0.00103541 84028.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.6966 37.2689 0.0105722 0.00104347 83956.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.8883 36.039 0.010698 0.00106886 83080.8 0
: 647 | 46.1919 36.06 0.0105834 0.000996437 83447 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.7697 35.1932 0.0105875 0.00103959 83787.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.214 34.8065 0.0105341 0.00103361 84206.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.5953 34.4184 0.0109077 0.00104737 81133.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.0639 33.5473 0.0105202 0.0010289 84287.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.6073 33.3951 0.0107084 0.00103874 82733.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.0257 32.6928 0.0105913 0.00104016 83759.3 0
: 654 | 42.4844 32.7302 0.0104976 0.000998396 84217.7 1
: 655 Minimum Test error found - save the configuration
: 655 | 42.0598 31.7709 0.0105818 0.00103606 83807.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.6699 31.6626 0.0107012 0.0010761 83116.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.9704 31.1994 0.0106154 0.00106832 83795 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.516 30.5481 0.0105774 0.00103551 83840.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.1138 30.1203 0.0105368 0.00103643 84207 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.6208 29.2962 0.0105231 0.00102692 84244.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.0129 28.9987 0.0106239 0.00104329 83501.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.5674 28.8574 0.0106567 0.00104371 83220.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.1564 28.2032 0.0107489 0.00106271 82592 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.6439 28.1003 0.0106896 0.00106187 83093.7 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.3091 27.4473 0.010691 0.0010636 83095.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.9792 27.2784 0.0106277 0.001063 83641 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.565 27.0019 0.0106681 0.00104315 83116.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8586 26.804 0.0105921 0.0010422 83770.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.5818 26.0377 0.0107391 0.00105111 82576.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.0758 25.5855 0.0107257 0.00103432 82547.9 0
: 671 | 34.6394 25.6845 0.0107944 0.00100779 81744.4 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.3707 25.1153 0.0108209 0.00105044 81879.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.8227 24.664 0.0104939 0.00102717 84506.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.3661 23.977 0.0105251 0.00106336 84551.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.928 23.6556 0.0105969 0.00106545 83933 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.4408 23.2256 0.010656 0.00105878 83357.3 0
: 677 | 32.2034 23.4848 0.0106047 0.000997446 83270.4 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.9607 22.7411 0.0105146 0.0010348 84390.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.3404 22.0443 0.0105628 0.00103753 83987.5 0
: 680 | 30.9594 22.3782 0.0104863 0.000998217 84316.3 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.7025 21.7345 0.0107568 0.00116507 83405.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.248 21.0046 0.0105917 0.00103889 83744.9 0
: 683 | 29.8415 21.1401 0.0105357 0.00100156 83908.6 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.4986 20.4808 0.0106906 0.00103823 82881.2 0
: 685 | 29.1218 20.7473 0.0105449 0.000993967 83761.8 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.8047 19.7797 0.01057 0.0010552 84079.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.431 19.7628 0.0107121 0.00104509 82755.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.8644 19.5223 0.0105685 0.00103452 83910.6 0
: 689 | 27.7923 19.5971 0.0104146 0.000995198 84931.3 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.4257 18.683 0.0105072 0.00104202 84520.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.0107 18.3248 0.01066 0.00105222 83265.8 0
: 692 | 26.504 18.4246 0.0105703 0.00100052 83596.5 1
: 693 Minimum Test error found - save the configuration
: 693 | 26.34 17.9436 0.0105376 0.00103884 84221.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.9879 17.4432 0.01047 0.00102617 84711.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4618 17.3686 0.0105053 0.00102778 84410.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.138 17.0335 0.0105312 0.00103187 84216.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.0015 16.6848 0.0104954 0.00102683 84490 0
: 698 | 24.5427 17.0638 0.0104659 0.000995517 84474 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.2494 16.0264 0.0105346 0.0010332 84198.5 0
: 700 | 23.8172 16.5434 0.0105821 0.00102009 83664.5 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.6595 15.7721 0.0107365 0.00104105 82512.6 0
: 702 | 23.3403 15.9741 0.0105416 0.000999628 83839.9 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.0119 15.1364 0.0105203 0.00104158 84399.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.6953 14.9048 0.0105354 0.00104106 84260.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.5516 14.4432 0.0105457 0.00103478 84114 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.1268 14.3301 0.0105157 0.00104846 84501.6 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.7616 14.1728 0.010697 0.00104065 82847.4 0
: 708 | 21.6194 15.0261 0.0104876 0.000999408 84315.5 1
: 709 | 21.5622 14.2306 0.010492 0.000993767 84225.8 2
: 710 Minimum Test error found - save the configuration
: 710 | 21.5445 13.6063 0.0104784 0.00103075 84677.2 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.7621 13.4352 0.0104733 0.00102576 84678.2 0
: 712 | 20.4258 13.9836 0.0104758 0.000990417 84340.1 1
: 713 | 20.3036 14.0741 0.0104345 0.000990907 84713.2 2
: 714 Minimum Test error found - save the configuration
: 714 | 20.0827 12.6901 0.0104709 0.00102409 84684.3 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.5901 12.2907 0.0105184 0.00103218 84332.9 0
: 716 | 19.1954 12.3431 0.0105298 0.00101187 84051.7 1
: 717 | 18.8882 12.8928 0.0106602 0.00100832 82885.5 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.7885 11.8917 0.0106574 0.00105806 83338.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.599 11.4515 0.0107111 0.00114385 83618.3 0
: 720 | 18.4668 12.0043 0.0105807 0.00100296 83526.7 1
: 721 | 18.229 11.8514 0.0106355 0.00100049 83030.2 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.9768 11.3732 0.0105846 0.00105102 83913.6 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.8501 11.3085 0.010541 0.00103339 84143 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.521 10.9334 0.0108257 0.00105024 81837.9 0
: 725 | 17.0064 11.1774 0.0105488 0.000995918 83744.8 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.942 10.7584 0.0105673 0.00103819 83953.3 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.6884 10.5054 0.0108152 0.00112225 82533.8 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.4057 10.4378 0.0105582 0.00104114 84059.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.1693 10.3392 0.010697 0.00105702 82987.4 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.9376 10.1805 0.0107469 0.00104828 82485.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.6578 9.55376 0.0106117 0.00104117 83589.6 0
: 732 | 15.4237 9.60577 0.0105602 0.00102055 83860.5 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.4274 9.5141 0.0105489 0.0010408 84138.4 0
: 734 | 15.3628 9.73191 0.0104754 0.000994576 84380.5 1
: 735 | 14.9821 9.61322 0.0105584 0.00100548 83744.1 2
: 736 | 14.7165 9.90234 0.0104968 0.000997967 84221.1 3
: 737 Minimum Test error found - save the configuration
: 737 | 14.656 8.88925 0.0105332 0.00103608 84235.7 0
: 738 | 14.4157 9.34405 0.0104986 0.000991567 84148.6 1
: 739 | 14.3756 9.24356 0.0105073 0.00100074 84152.7 2
: 740 | 13.9737 8.92898 0.0105823 0.00100356 83518.3 3
: 741 | 13.8541 8.90696 0.0104586 0.000993697 84522.7 4
: 742 Minimum Test error found - save the configuration
: 742 | 13.7582 8.54357 0.0105128 0.00105023 84543.3 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.5052 8.30766 0.01052 0.00103909 84380.3 0
: 744 | 13.2486 8.31665 0.0104753 0.000998507 84416.8 1
: 745 | 12.9872 8.33448 0.01049 0.000998897 84289.2 2
: 746 | 12.9886 8.63489 0.0107114 0.00100426 82413.8 3
: 747 | 13.0473 9.0177 0.0105185 0.000999097 84039.1 4
: 748 | 12.5691 8.79915 0.0105172 0.000994177 84006.5 5
: 749 | 12.4367 8.45247 0.0104852 0.000993267 84282.2 6
: 750 Minimum Test error found - save the configuration
: 750 | 12.1779 8.04998 0.0105101 0.00104417 84513.7 0
: 751 | 11.9519 8.42287 0.0104583 0.000993377 84522.4 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.8007 7.98609 0.0105055 0.00103074 84435 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.6149 7.87318 0.0104808 0.00102726 84624.4 0
: 754 | 11.4833 8.02243 0.0104893 0.000993807 84250.4 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.2938 7.56848 0.0106127 0.00105922 83739.1 0
: 756 | 11.2369 8.63923 0.0105243 0.000994477 83947.2 1
: 757 | 11.1494 7.71559 0.0106029 0.00100647 83364.4 2
: 758 | 10.8861 7.83093 0.0105556 0.000993298 83662.1 3
: 759 | 10.8023 7.69907 0.0104643 0.000998006 84510.7 4
: 760 Minimum Test error found - save the configuration
: 760 | 10.5857 7.20514 0.0106629 0.0010406 83140.5 0
: 761 | 10.5355 8.14052 0.0104918 0.000997417 84260.7 1
: 762 | 10.3038 7.89415 0.0105109 0.000997547 84092.3 2
: 763 | 10.2199 8.63896 0.0105373 0.000998697 83870.1 3
: 764 | 10.1263 8.05337 0.010525 0.000997506 83967.9 4
: 765 | 10.1177 7.55255 0.0105895 0.000999047 83416.4 5
: 766 | 9.79718 7.62299 0.0107006 0.00100483 82509.9 6
: 767 Minimum Test error found - save the configuration
: 767 | 9.85924 6.98278 0.0106855 0.00105672 83083.8 0
: 768 | 9.54293 7.30891 0.0104886 0.00100098 84320.1 1
: 769 | 9.36281 7.21635 0.0105255 0.000995348 83943.7 2
: 770 | 9.231 7.01095 0.0105282 0.000994048 83908.5 3
: 771 Minimum Test error found - save the configuration
: 771 | 9.06494 6.9207 0.0105893 0.00104973 83860.9 0
: 772 | 8.94313 7.66572 0.0105224 0.000997838 83993.3 1
: 773 | 8.95505 7.79655 0.0105968 0.00101324 83476.3 2
: 774 | 8.92191 7.77136 0.0105994 0.00102959 83596.5 3
: 775 | 8.96455 7.04767 0.0106048 0.00102998 83552.4 4
: 776 | 9.05087 7.35244 0.0106688 0.00100895 82817 5
: 777 Minimum Test error found - save the configuration
: 777 | 8.56341 6.38478 0.0107568 0.00111112 82938.9 0
: 778 | 8.43213 7.14014 0.0105871 0.00100708 83507.5 1
: 779 | 8.17981 6.63161 0.0106393 0.00102218 83184.7 2
: 780 | 8.0862 6.94169 0.010708 0.000999806 82404.6 3
: 781 | 8.00862 6.97316 0.0105822 0.00100321 83516.5 4
: 782 Minimum Test error found - save the configuration
: 782 | 7.99017 5.98841 0.0106022 0.00103665 83633.1 0
: 783 | 7.85895 6.68484 0.0105679 0.00100369 83645.4 1
: 784 | 7.75829 6.3415 0.0106306 0.000994807 83023.4 2
: 785 | 7.655 7.19776 0.0106244 0.00101903 83286.8 3
: 786 | 7.65012 6.1784 0.0108646 0.0010078 81162.4 4
: 787 | 7.67349 7.301 0.0107027 0.00100243 82471.6 5
: 788 | 7.40527 6.87915 0.0107424 0.00103518 82412.6 6
: 789 | 7.19208 6.51174 0.0107956 0.00105089 82096 7
: 790 | 7.10076 6.08655 0.0107208 0.00102315 82494.2 8
: 791 | 7.14691 6.18129 0.0108406 0.00101964 81458.1 9
: 792 | 7.15469 6.34252 0.0107565 0.00100401 82030.2 10
: 793 | 7.09798 6.26252 0.0107631 0.000996737 81913.6 11
: 794 | 6.83443 6.40987 0.0106544 0.00100168 82878 12
: 795 Minimum Test error found - save the configuration
: 795 | 6.68483 5.67565 0.0108083 0.00108996 82318.3 0
: 796 | 6.63213 6.51241 0.0109094 0.00101434 80848.4 1
: 797 | 6.72499 6.26149 0.0107261 0.000999566 82248.9 2
: 798 | 6.45808 6.16981 0.0108401 0.00103389 81581.2 3
: 799 | 6.49361 6.77432 0.0108982 0.00109502 81606.2 4
: 800 | 6.4143 5.81313 0.0106112 0.00100433 83273.5 5
: 801 | 6.2575 6.701 0.0107003 0.00100177 82486.7 6
: 802 | 6.20892 6.19069 0.0107039 0.00100235 82461.2 7
: 803 | 6.05155 6.68495 0.0105991 0.00100643 83396.8 8
: 804 | 5.95516 6.36535 0.0106648 0.00101093 82868.2 9
: 805 | 5.93298 6.34152 0.010767 0.00104947 82325.5 10
: 806 | 5.8087 6.49099 0.0106041 0.00104367 83678.3 11
: 807 | 5.81995 7.36632 0.0110552 0.00107388 80150 12
: 808 | 5.81158 5.92385 0.0109276 0.00106252 81094.3 13
: 809 | 5.55073 5.91545 0.0109419 0.00111432 81403.9 14
: 810 | 5.61606 6.42023 0.0111237 0.00102762 79238.7 15
: 811 Minimum Test error found - save the configuration
: 811 | 5.51117 5.65607 0.0109557 0.00114945 81581 0
: 812 | 5.5017 6.19311 0.0108927 0.00102405 81064.7 1
: 813 Minimum Test error found - save the configuration
: 813 | 5.38694 5.63249 0.0111732 0.00110903 79489.9 0
: 814 | 5.28684 6.41772 0.0107971 0.00100104 81665.7 1
: 815 | 5.38405 6.47117 0.0108318 0.000998297 81354.1 2
: 816 | 5.30438 5.73449 0.0106952 0.00100231 82534.3 3
: 817 | 5.23594 6.17794 0.0108162 0.00100467 81536.8 4
: 818 | 5.35317 6.25409 0.0110368 0.00106055 80190.4 5
: 819 | 5.06307 5.7361 0.0108473 0.00100463 81278.9 6
: 820 | 5.23152 7.63221 0.0109282 0.0010083 80645.6 7
: 821 | 5.3303 5.98335 0.0109515 0.0010445 80750.8 8
: 822 | 5.08897 7.16303 0.0108096 0.00100508 81594.9 9
: 823 | 4.9829 6.04098 0.0105317 0.00100294 83956.7 10
: 824 | 4.96861 6.11784 0.0108095 0.0010338 81835.5 11
: 825 | 4.81801 6.02153 0.010725 0.00103469 82557 12
: 826 | 4.71821 8.24027 0.010628 0.00100333 83119.7 13
: 827 | 4.89536 6.32027 0.0105733 0.00101798 83723.1 14
: 828 | 4.73098 6.65588 0.010579 0.000994387 83466.9 15
: 829 | 4.71038 5.94682 0.0107285 0.00105947 82738.4 16
: 830 | 4.85011 6.81569 0.0107272 0.00100542 82289.1 17
: 831 | 4.66365 6.93775 0.0109718 0.000999507 80222.2 18
: 832 | 4.47749 6.3409 0.010732 0.00111955 83225.1 19
: 833 | 4.5988 6.60861 0.0107913 0.00100333 81733.3 20
: 834 | 4.29532 7.16698 0.0108317 0.00114586 82594.8 21
:
: Elapsed time for training with 1000 events: 8.92 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: 0.0125 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: 0.831 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.167 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= 3.31595e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09162e+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: 0.0474 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: 0.0392 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: 0.00356 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: 0.112 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: 0.97 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: 0.0222 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00305 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: 0.0383 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00471 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: 0.00265 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000683 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.102 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0113 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: 0.927 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.104 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 : -0.775 0.110 5.91 1.66 | 3.192 3.201
: 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 : -0.0689 0.177 2.30 1.09 | 3.391 3.382
: 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.